Knowledge discovery with support vector machines / / Lutz Hamel
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| Autore: |
Hamel Lutz
|
| Titolo: |
Knowledge discovery with support vector machines / / Lutz Hamel
|
| Pubblicazione: | Hoboken, NJ, : John Wiley & Sons, 2009 |
| Descrizione fisica: | 1 online resource (266 p.) |
| Disciplina: | 005.1 |
| Soggetto topico: | Support vector machines |
| Data mining | |
| Machine learning | |
| Computer algorithms | |
| Note generali: | Description based upon print version of record. |
| Nota di bibliografia: | Includes bibliographical references and index. |
| Nota di contenuto: | KNOWLEDGE DISCOVERY WITH SUPPORT VECTOR MACHINES; CONTENTS; PREFACE; PART I; 1 WHAT IS KNOWLEDGE DISCOVERY?; 2 KNOWLEDGE DISCOVERY ENVIRONMENTS; 3 DESCRIBING DATA MATHEMATICALLY; 4 LINEAR DECISION SURFACES AND FUNCTIONS; 5 PERCEPTRON LEARNING; 6 MAXIMUM-MARGIN CLASSIFIERS; PART II; 7 SUPPORT VECTOR MACHINES; 8 IMPLEMENTATION; 9 EVALUATING WHAT HAS BEEN LEARNED; 10 ELEMENTS OF STATISTICAL LEARNING THEORY; PART III; 11 MULTICLASS CLASSIFICATION; 12 REGRESSION WITH SUPPORT VECTOR MACHINES; 13 NOVELTY DETECTION; APPENDIX A NOTATION; APPENDIX B TUTORIAL INTRODUCTION TO R |
| B.1 Programming ConstructsB.2 Data Constructs; B.3 Basic Data Analysis; Bibliographic Notes; REFERENCES; INDEX | |
| Sommario/riassunto: | An easy-to-follow introduction to support vector machines This book provides an in-depth, easy-to-follow introduction to support vector machines drawing only from minimal, carefully motivated technical and mathematical background material. It begins with a cohesive discussion of machine learning and goes on to cover: Knowledge discovery environments Describing data mathematically Linear decision surfaces and functions Perceptron learning Maximum margin classifiers Support vector machines Elements of statistical learning theory Multi- |
| Titolo autorizzato: | Knowledge discovery with support vector machines |
| ISBN: | 9786612345661 |
| 9781118211038 | |
| 1118211030 | |
| 9781282345669 | |
| 1282345664 | |
| 9780470503065 | |
| 0470503068 | |
| 9780470503041 | |
| 0470503041 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910139896403321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Wiley series on methods and applications in data mining.